Mastek’s CTO Batabyal discusses how organizational preparedness is the crucial factor often overlooked in enterprise AI.

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The extent to which AI becomes a core part of operations or remains an auxiliary tool hinges entirely on leadership and governance decisions, states Ritwik Batabyal, CTO & Innovation Officer of Mastek Group.

By CNBCTV18January 12, 2026, 3:37:48 PM IST (Updated)
The global market is experiencing a crucial shift in AI that demands a new perspective on adoption and implementation discussions. AI operating on self-generated data, without consistent and timely updates, risks model degradation or failure. Currently, AI is processing information more rapidly than we can produce new data for training. Organizations that demonstrate technical expertise across their operations and business areas typically achieve superior results and scalability. Nonetheless, despite significant investments in building capabilities, many find themselves caught between experimental projects and postponed implementations. 

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